{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "f78b496a-b343-479f-90d3-013791fed3e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.utils.data import Dataset, DataLoader, TensorDataset\n",
    "from sklearn.preprocessing import MinMaxScaler, LabelEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aebd1b79-5cff-4d29-bf9a-0baa7fd2f90c",
   "metadata": {},
   "source": [
    "### 1.数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "52d75b9c-be1d-4cca-88eb-63a922ff1f47",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel(r'./美团药房销售数据.xlsx')\n",
    "def preprocess_data(df):\n",
    "    # 转换日期时间列\n",
    "    df['点击时间'] = pd.to_datetime(df['点击时间'])\n",
    "    df['购买时间'] = pd.to_datetime(df['购买时间'])\n",
    "    \n",
    "    # 提取时间特征\n",
    "    df['点击小时'] = df['点击时间'].dt.hour\n",
    "    df['点击星期'] = df['点击时间'].dt.dayofweek\n",
    "    df['点击月份'] = df['点击时间'].dt.month\n",
    "    df['点击日期'] = df['点击时间'].dt.day\n",
    "    \n",
    "    # 计算点击到购买的时间差(小时)\n",
    "    df['点击到购买小时差'] = (df['购买时间'] - df['点击时间']).dt.total_seconds() / 3600\n",
    "    \n",
    "    # 类别编码\n",
    "    cat_cols = ['药品类别', '销售渠道', '所在城市', 'SKU编码']\n",
    "    label_encoders = {}\n",
    "    for col in cat_cols:\n",
    "        le = LabelEncoder()\n",
    "        df[col] = le.fit_transform(df[col])\n",
    "        label_encoders[col] = le\n",
    "    \n",
    "    # 选择特征\n",
    "    features = ['药品类别', '销售渠道', '所在城市', '单价', '点击小时', \n",
    "                '点击星期', '点击月份', '点击日期', '点击到购买小时差']\n",
    "    target = '购买数量'\n",
    "    \n",
    "    # 归一化\n",
    "    scaler = MinMaxScaler()\n",
    "    df[features] = scaler.fit_transform(df[features])\n",
    "    \n",
    "    return df, features, target, scaler, label_encoders"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "185834b2-850e-4c4c-82bf-a04be01137cb",
   "metadata": {},
   "source": [
    "### 2.创建数据集类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "0d175848-6809-40fc-9913-8d70f998a34c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "class SalesDataset(Dataset):\n",
    "    def __init__(self, data, features, target, sequence_length=30):\n",
    "        self.features = data[features].values\n",
    "        self.target = data[target].values\n",
    "        self.sequence_length = sequence_length\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.features) - self.sequence_length\n",
    "    \n",
    "    def __getitem__(self, idx):\n",
    "        # 获取序列数据\n",
    "        seq_data = self.features[idx:idx+self.sequence_length]\n",
    "        target = self.target[idx+self.sequence_length]\n",
    "        \n",
    "        return torch.FloatTensor(seq_data), torch.FloatTensor([target])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47d446a7-a6af-4dac-bb28-1db6db0330a6",
   "metadata": {},
   "source": [
    "### 3.特征工程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "09a5da0b-1af7-415e-9316-6fe3d69e05bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1eef0e565b0>]"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 时序特征三角编码\n",
    "df['month_sin'] = np.sin(2*np.pi*df['点击时间'].dt.month/12)\n",
    "plt.plot(df['month_sin'][:100])  # 展示周期性编码效果"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20901763-fcba-46d0-9ac5-cdad46592fb8",
   "metadata": {},
   "source": [
    "### 4.构建LSTM模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "f6cbb9fb-6d08-4f22-ac57-36f038830d04",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3. 定义LSTN模型\n",
    "class LSTNModel(nn.Module):\n",
    "    def __init__(self, input_size, hidden_size, num_layers, output_size, dropout=0.2):\n",
    "        super(LSTNModel, self).__init__()\n",
    "        self.hidden_size = hidden_size\n",
    "        self.num_layers = num_layers\n",
    "        \n",
    "        self.lstm = nn.LSTM(input_size, hidden_size, num_layers, \n",
    "                           batch_first=True, dropout=dropout if num_layers > 1 else 0)\n",
    "        self.dropout = nn.Dropout(dropout)\n",
    "        self.fc = nn.Linear(hidden_size, output_size)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        # 初始化隐藏状态\n",
    "        h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_size).to(x.device)\n",
    "        c0 = torch.zeros(self.num_layers, x.size(0), self.hidden_size).to(x.device)\n",
    "        \n",
    "        # LSTM前向传播\n",
    "        out, _ = self.lstm(x, (h0, c0))\n",
    "        \n",
    "        # 应用dropout\n",
    "        out = self.dropout(out[:, -1, :])\n",
    "        \n",
    "        # 全连接层\n",
    "        out = self.fc(out)\n",
    "        return out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db93d743-6999-4b02-b6cd-f937605a789f",
   "metadata": {},
   "source": [
    "### 5.训练和评估函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "1f922db2-eccf-4a9b-9bbb-ce9f4fa556c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_epoch(model, train_loader, criterion, optimizer, device):\n",
    "    model.train()\n",
    "    total_loss = 0\n",
    "    for inputs, targets in train_loader:\n",
    "        inputs = inputs.to(device)\n",
    "        targets = targets.to(device)\n",
    "        \n",
    "        # 前向传播\n",
    "        outputs = model(inputs)\n",
    "        loss = criterion(outputs, targets)\n",
    "        \n",
    "        # 反向传播和优化\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        total_loss += loss.item()\n",
    "    \n",
    "    return total_loss / len(train_loader)\n",
    "\n",
    "def evaluate(model, data_loader, criterion, device):\n",
    "    model.eval()\n",
    "    total_loss = 0\n",
    "    predictions = []\n",
    "    actuals = []\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        for inputs, targets in data_loader:\n",
    "            inputs = inputs.to(device)\n",
    "            targets = targets.to(device)\n",
    "            \n",
    "            outputs = model(inputs)\n",
    "            loss = criterion(outputs, targets)\n",
    "            total_loss += loss.item()\n",
    "            \n",
    "            predictions.extend(outputs.cpu().numpy())\n",
    "            actuals.extend(targets.cpu().numpy())\n",
    "    \n",
    "    return total_loss / len(data_loader), np.array(predictions), np.array(actuals)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06877f8e-d635-41da-970e-88057c4a1231",
   "metadata": {},
   "source": [
    "### 6.主程序执行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "524bd4d6-f8f3-4f41-85bc-f95a22331821",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据预处理\n",
    "df, features, target, scaler, label_encoders = preprocess_data(df)\n",
    "\n",
    "# 划分训练集和测试集\n",
    "train_data, test_data = train_test_split(df, test_size=0.2, shuffle=False)\n",
    "\n",
    "# 创建数据集和数据加载器\n",
    "sequence_length = 7  # 使用7天的数据预测下一天\n",
    "batch_size = 32\n",
    "\n",
    "train_dataset = SalesDataset(train_data, features, target, sequence_length)\n",
    "test_dataset = SalesDataset(test_data, features, target, sequence_length)\n",
    "\n",
    "train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=False)\n",
    "test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)\n",
    "\n",
    "# 模型参数\n",
    "input_size = len(features)\n",
    "hidden_size = 64\n",
    "num_layers = 2\n",
    "output_size = 1\n",
    "dropout = 0.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "eee189f4-4aa5-4918-9356-0c8486be0d37",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using device: cpu\n"
     ]
    }
   ],
   "source": [
    "# 初始化模型\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "print(f\"Using device: {device}\")\n",
    "\n",
    "model = LSTNModel(input_size, hidden_size, num_layers, output_size, dropout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "c8c75a2a-704d-49ea-9353-41d880088587",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 损失函数和优化器\n",
    "criterion = nn.MSELoss()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\n",
    "scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optimizer, 'min', patience=5, factor=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "96d1e0af-69d5-4904-96e2-a19e822426ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 训练参数\n",
    "num_epochs = 50\n",
    "best_loss = float('inf')\n",
    "train_losses = []\n",
    "val_losses = []\n",
    "learning_rates = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "92e30874-6ce0-4cf3-b95b-d7d372665112",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training:  10%|███████▎                                                                 | 5/50 [00:05<00:46,  1.03s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [5/50], Train Loss: 3.1063, Val Loss: 2.8282\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training:  20%|██████████████▍                                                         | 10/50 [00:10<00:37,  1.07it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [10/50], Train Loss: 3.0566, Val Loss: 2.8341\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training:  30%|█████████████████████▌                                                  | 15/50 [00:14<00:31,  1.10it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [15/50], Train Loss: 3.0561, Val Loss: 2.8271\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training:  40%|████████████████████████████▊                                           | 20/50 [00:19<00:27,  1.08it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [20/50], Train Loss: 3.0378, Val Loss: 2.8262\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training:  50%|████████████████████████████████████                                    | 25/50 [00:24<00:23,  1.07it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [25/50], Train Loss: 3.0583, Val Loss: 2.8246\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training:  60%|███████████████████████████████████████████▏                            | 30/50 [00:28<00:18,  1.10it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [30/50], Train Loss: 3.0245, Val Loss: 2.8253\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training:  70%|██████████████████████████████████████████████████▍                     | 35/50 [00:32<00:13,  1.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [35/50], Train Loss: 3.0003, Val Loss: 2.8262\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training:  80%|█████████████████████████████████████████████████████████▌              | 40/50 [00:37<00:09,  1.11it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [40/50], Train Loss: 3.0264, Val Loss: 2.8287\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training:  90%|████████████████████████████████████████████████████████████████▊       | 45/50 [00:42<00:04,  1.11it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [45/50], Train Loss: 2.9956, Val Loss: 2.8335\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Training: 100%|████████████████████████████████████████████████████████████████████████| 50/50 [00:46<00:00,  1.07it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [50/50], Train Loss: 2.9921, Val Loss: 2.8369\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 训练循环\n",
    "for epoch in tqdm(range(num_epochs), desc=\"Training\"):\n",
    "    train_loss = train_epoch(model, train_loader, criterion, optimizer, device)\n",
    "    val_loss, _, _ = evaluate(model, test_loader, criterion, device)\n",
    "    \n",
    "    train_losses.append(train_loss)\n",
    "    val_losses.append(val_loss)\n",
    "    \n",
    "    scheduler.step(val_loss)\n",
    "    \n",
    "    # 保存最佳模型\n",
    "    if val_loss < best_loss:\n",
    "        best_loss = val_loss\n",
    "        torch.save(model.state_dict(), 'best_lstn_model.pth')\n",
    "    \n",
    "    if (epoch+1) % 5 == 0:\n",
    "        print(f'Epoch [{epoch+1}/{num_epochs}], Train Loss: {train_loss:.4f}, Val Loss: {val_loss:.4f}')\n",
    "    learning_rates.append(optimizer.param_groups[0]['lr'])\n",
    "\n",
    "# 加载最佳模型\n",
    "model.load_state_dict(torch.load('best_lstn_model.pth'))\n",
    "# 学习率变化曲线可视化\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(learning_rates, marker='o')\n",
    "plt.title('Learning Rate Schedule (ReduceLROnPlateau)')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Learning Rate')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "3abc0cd2-9fdc-4113-96d7-882590cd94de",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final Test Loss: 2.8253\n"
     ]
    }
   ],
   "source": [
    "# 最终评估\n",
    "test_loss, predictions, actuals = evaluate(model, test_loader, criterion, device)\n",
    "print(f'Final Test Loss: {test_loss:.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "334448be-da04-4217-9cc1-21ae56d92e0b",
   "metadata": {},
   "source": [
    "###  7.结果可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "26bab673-718c-4506-9e95-7658d9e6def4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化训练过程\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(train_losses, label='Train Loss')\n",
    "plt.plot(val_losses, label='Validation Loss')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "675bccc3-375b-4bd2-b555-33064f593db0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化预测结果\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(actuals, label='Actual Sales', alpha=0.7)\n",
    "plt.plot(predictions, label='Predicted Sales', alpha=0.7)\n",
    "plt.title('Sales Prediction using LSTN')\n",
    "plt.xlabel('Time Steps')\n",
    "plt.ylabel('Sales Quantity')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32008943-92d0-4fc4-ad23-7a246e4c4691",
   "metadata": {},
   "source": [
    "### 8.模型评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "077cc87f-2b5f-49aa-8549-151d49f5802d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 1.3240\n",
      "MSE: 2.8783\n",
      "RMSE: 1.6965\n",
      "R² Score: -0.0001\n"
     ]
    }
   ],
   "source": [
    "# 计算评估指标\n",
    "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n",
    "\n",
    "mae = mean_absolute_error(actuals, predictions)\n",
    "mse = mean_squared_error(actuals, predictions)\n",
    "rmse = np.sqrt(mse)\n",
    "r2 = r2_score(actuals, predictions)\n",
    "\n",
    "print(f'MAE: {mae:.4f}')\n",
    "print(f'MSE: {mse:.4f}')\n",
    "print(f'RMSE: {rmse:.4f}')\n",
    "print(f'R² Score: {r2:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26774c25-a29f-4cfa-a4d3-3420d5f227e2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
